The sterile white walls of the hospital seemed to press in on Ethan. The beeping of the machines and the hushed voices of the nurses were a constant reminder of the situation. His father's prognosis was grim, and the medical bills were piling up. He felt a deep, profound sense of helplessness. He was on his way back home after visiting hours when he saw it.

It lay glinting in the dim light of the parking garage, a dark leather wallet. He picked it up, his hand shaking slightly. Inside, there was an absurd amount of money. The weight of it felt like a physical burden on his already bowed shoulders. A strange, unfamiliar emotion, something akin to a void, opened inside him. He stared at the wallet, the sterile white walls of the world becoming more distant.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224